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HOW TO REALLY SHIFT FROM IT-DRIVEN TO SELF-SERVICE ANALYTICS WITH DATA VIRTUALIZATION? LOOK BEYOND THE SHOP WINDOW.

20/10/2017/by Datalumen

Business intelligence & analytics today have dramatically shifted from the traditional IT-driven model to a modern self-service approach. This is due to a number of changes, including the fact that the balance of power has steadily shifted from IT to the business, and also the fact that the business community has new access to more innovative technologies that give them powerful analytical and visualization capabilities (e.g. Tableau, …).  This increased use and capability has put the business in the driver seat of much front-end BI decision-making. 

In order to help your business community continue to increase its self-service capabilities, there is one important, but often-overlooked item: Many implementations fail to realize their full potential because they fall into the trap of building out just the proverbial shop window, and forgetting the actual shop!  It is just as important to add increased accessibility and flexibility to the underlying data-layer (and ease the access, discovery, and governance of your data), as it is to provide users the front-end thru powerful analytics and visualization capabilities. 

With respect to self‐service analytics, four phases can be identified in the market. These also typically mirror how analytics are implemented in many of companies. The following diagram describes in four phases how data virtualization can strengthen and enrich the self‐service data integration capabilities of tools for reporting and analytics:

 

THE NEED FOR DATA PREPARATION AND DATA VIRTUALIZATION

To support both IT-driven and Business-driven BI, two techniques are required: data preparation, and data virtualization.   There are a many scenarios where you can use these techniques to strengthen and speedup the implementation of self‐service analytics:

  • Using data virtualization to operationalize user‐defined data sets
  • Using data virtualization as a data source for data preparation
  • Using data virtualization to make data sets developed with data preparation available for all users 

To learn about how to succeed in your data journey, feel free to contact us. More info about our full spectrum of data solutions is also available on the Datalumen website.

Read more in detail about the different scenario’s in the ‘Strengthening Self-Service Analytics with Data Preparation and Data Virtualization’ whitepaper. In addition, this whitepaper describes how these two BI forms can operate side by side in a cooperative fashion without lowering the level of self‐service for business users. In other words, it describes how the best of both worlds can be combined. This whitepaper is written by Rick Van Der Lans, an indepedent analyst and expert.

Tags: Data Virtualization, Self-Service BI
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const vgoAlias = typeof visitorGlobalObjectAlias === 'undefined' ? 'vgo' : visitorGlobalObjectAlias; var visitorObject = window[vgoAlias]; if (email && typeof visitorObject !== 'undefined') { visitorObject('setEmail', email); visitorObject('update'); } else if (typeof(trackcmp_url) != 'undefined' && trackcmp_url) { // Site tracking URL to use after inline form submission. _load_script(trackcmp_url); } if (typeof window._form_callback !== 'undefined') window._form_callback(id); }; window._load_script = function(url, callback, isSubmit) { var head = document.querySelector('head'), script = document.createElement('script'), r = false; var submitButton = document.querySelector('#_form_15_submit'); script.charset = 'utf-8'; script.src = url; if (callback) { script.onload = script.onreadystatechange = function() { if (!r && (!this.readyState || this.readyState == 'complete')) { r = true; callback(); } }; } script.onerror = function() { if (isSubmit) { if (script.src.length > 10000) { _show_error("15", "Sorry, your submission failed. Please shorten your responses and try again."); } else { _show_error("15", "Sorry, your submission failed. Please try again."); } submitButton.disabled = false; submitButton.classList.remove('processing'); } }

head.appendChild(script); }; (function() { if (window.location.search.search("excludeform") !== -1) return false; var getCookie = function(name) { var match = document.cookie.match(new RegExp('(^|; )' + name + '=([^;]+)')); return match ? match[2] : null; } var setCookie = function(name, value) { var now = new Date(); var time = now.getTime(); var expireTime = time + 1000 * 60 * 60 * 24 * 365; now.setTime(expireTime); document.cookie = name + '=' + value + '; expires=' + now + ';path=/; Secure; SameSite=Lax;'; } var addEvent = function(element, event, func) { if (element.addEventListener) { element.addEventListener(event, func); } else { var oldFunc = element['on' + event]; element['on' + event] = function() { oldFunc.apply(this, arguments); func.apply(this, arguments); }; } } var _removed = false; var form_to_submit = document.getElementById('_form_15_'); var allInputs = form_to_submit.querySelectorAll('input, select, textarea'), tooltips = [], submitted = false;

var getUrlParam = function(name) { if (name.toLowerCase() !== 'email') { var params = new URLSearchParams(window.location.search); return params.get(name) || false; } // email is a special case because a plus is valid in the email address var qString = window.location.search; if (!qString) { return false; } var parameters = qString.substr(1).split('&'); for (var i = 0; i < parameters.length; i++) { var parameter = parameters[i].split('='); if (parameter[0].toLowerCase() === 'email') { return parameter[1] === undefined ? true : decodeURIComponent(parameter[1]); } } return false; }; var acctDateFormat = "%d/%m/%Y"; var getNormalizedDate = function(date, acctFormat) { var decodedDate = decodeURIComponent(date); if (acctFormat && acctFormat.match(/(%d|%e).*%m/gi) !== null) { return decodedDate.replace(/(d{2}).*(d{2}).*(d{4})/g, '$3-$2-$1'); } else if (Date.parse(decodedDate)) { var dateObj = new Date(decodedDate); var year = dateObj.getFullYear(); var month = dateObj.getMonth() + 1; var day = dateObj.getDate(); return `${year}-${month < 10 ? `0${month}` : month}-${day < 10 ? `0${day}` : day}`; } return false; }; var getNormalizedTime = function(time) { var hour, minutes; var decodedTime = decodeURIComponent(time); var timeParts = Array.from(decodedTime.matchAll(/(d{1,2}):(d{1,2})W*([AaPp][Mm])?/gm))[0]; if (timeParts[3]) { // 12 hour format var isPM = timeParts[3].toLowerCase() === 'pm'; if (isPM) { hour = parseInt(timeParts[1]) === 12 ? '12' : `${parseInt(timeParts[1]) + 12}`; } else { hour = parseInt(timeParts[1]) === 12 ? '0' : timeParts[1]; } } else { // 24 hour format hour = timeParts[1]; } var normalizedHour = parseInt(hour) < 10 ? `0${parseInt(hour)}` : hour; var minutes = timeParts[2]; return `${normalizedHour}:${minutes}`; }; for (var i = 0; i < allInputs.length; i++) { var regexStr = "field[(d+)]"; var results = new RegExp(regexStr).exec(allInputs[i].name); if (results != undefined) { allInputs[i].dataset.name = allInputs[i].name.match(/[time]$/) ? `${window.cfields[results[1]]}_time` : window.cfields[results[1]]; } else { allInputs[i].dataset.name = allInputs[i].name; } var fieldVal = getUrlParam(allInputs[i].dataset.name); if (fieldVal) { if (allInputs[i].dataset.autofill === "false") { continue; } if (allInputs[i].type == "radio" || allInputs[i].type == "checkbox") { if (allInputs[i].value == fieldVal) { allInputs[i].checked = true; } } else if (allInputs[i].type == "date") { allInputs[i].value = getNormalizedDate(fieldVal, acctDateFormat); } else if (allInputs[i].type == "time") { allInputs[i].value = getNormalizedTime(fieldVal); } else { allInputs[i].value = fieldVal; } } } var remove_tooltips = function() { for (var i = 0; i < tooltips.length; i++) { tooltips[i].tip.parentNode.removeChild(tooltips[i].tip); } tooltips = []; }; var remove_tooltip = function(elem) { for (var i = 0; i < tooltips.length; i++) { if (tooltips[i].elem === elem) { tooltips[i].tip.parentNode.removeChild(tooltips[i].tip); tooltips.splice(i, 1); return; } } }; var create_tooltip = function(elem, text) { var tooltip = document.createElement('div'), arrow = document.createElement('div'), inner = document.createElement('div'), new_tooltip = {}; if (elem.type != 'radio' && elem.type != 'checkbox') { tooltip.className = '_error'; arrow.className = '_error-arrow'; inner.className = '_error-inner'; inner.innerHTML = text; tooltip.appendChild(arrow); tooltip.appendChild(inner); elem.parentNode.appendChild(tooltip); } else { tooltip.className = '_error-inner _no_arrow'; tooltip.innerHTML = text; elem.parentNode.insertBefore(tooltip, elem); new_tooltip.no_arrow = true; } new_tooltip.tip = tooltip; new_tooltip.elem = elem; tooltips.push(new_tooltip); return new_tooltip; }; var resize_tooltip = function(tooltip) { var rect = tooltip.elem.getBoundingClientRect(); var doc = document.documentElement, scrollPosition = rect.top - ((window.pageYOffset || doc.scrollTop) - (doc.clientTop || 0)); if (scrollPosition < 40) { tooltip.tip.className = tooltip.tip.className.replace(/ ?(_above|_below) ?/g, '') + ' _below'; } else { tooltip.tip.className = tooltip.tip.className.replace(/ ?(_above|_below) ?/g, '') + ' _above'; } }; var resize_tooltips = function() { if (_removed) return; for (var i = 0; i < tooltips.length; i++) { if (!tooltips[i].no_arrow) resize_tooltip(tooltips[i]); } }; var validate_field = function(elem, remove) { var tooltip = null, value = elem.value, no_error = true; remove ? remove_tooltip(elem) : false; if (elem.type != 'checkbox') elem.className = elem.className.replace(/ ?_has_error ?/g, ''); if (elem.getAttribute('required') !== null) { if (elem.type == 'radio' || (elem.type == 'checkbox' && /any/.test(elem.className))) { var elems = form_to_submit.elements[elem.name]; if (!(elems instanceof NodeList || elems instanceof HTMLCollection) || elems.length <= 1) { no_error = elem.checked; } else { no_error = false; for (var i = 0; i < elems.length; i++) { if (elems[i].checked) no_error = true; } } if (!no_error) { tooltip = create_tooltip(elem, "Please select an option."); } } else if (elem.type =='checkbox') { var elems = form_to_submit.elements[elem.name], found = false, err = []; no_error = true; for (var i = 0; i < elems.length; i++) { if (elems[i].getAttribute('required') === null) continue; if (!found && elems[i] !== elem) return true; found = true; elems[i].className = elems[i].className.replace(/ ?_has_error ?/g, ''); if (!elems[i].checked) { no_error = false; elems[i].className = elems[i].className + ' _has_error'; err.push("Checking %s is required".replace("%s", elems[i].value)); } } if (!no_error) { tooltip = create_tooltip(elem, err.join('
')); } } else if (elem.tagName == 'SELECT') { var selected = true; if (elem.multiple) { selected = false; for (var i = 0; i < elem.options.length; i++) { if (elem.options[i].selected) { selected = true; break; } } } else { for (var i = 0; i < elem.options.length; i++) { if (elem.options[i].selected && (!elem.options[i].value || (elem.options[i].value.match(/n/g))) ) { selected = false; } } } if (!selected) { elem.className = elem.className + ' _has_error'; no_error = false; tooltip = create_tooltip(elem, "Please select an option."); } } else if (value === undefined || value === null || value === '') { elem.className = elem.className + ' _has_error'; no_error = false; tooltip = create_tooltip(elem, "This field is required."); } } if (no_error && (elem.id == 'field[]' || elem.id == 'ca[11][v]')) { if (elem.className.includes('phone-input-error')) { elem.className = elem.className + ' _has_error'; no_error = false; } } if (no_error && elem.name == 'email') { if (!value.match(/^[+_a-z0-9-'&=]+(.[+_a-z0-9-']+)*@[a-z0-9-]+(.[a-z0-9-]+)*(.[a-z]{2,})$/i)) { elem.className = elem.className + ' _has_error'; no_error = false; tooltip = create_tooltip(elem, "Enter a valid email address."); } else { // New code to reject hotmail.com, yahoo.com, gmail.com addresses and addresses containing the firstname field as the domain var domain = value.split('@')[1].toLowerCase(); var firstname = document.getElementById('firstname').value.toLowerCase(); var lastname = document.getElementById('lastname').value.toLowerCase(); if (domain === 'hotmail' || domain === 'aol' || domain === 'gmail' || domain === 'yahoo' || domain === 'live' || domain === 'outlook' || domain === 'msn.com' || domain.includes(firstname) || domain.includes(lastname)) { elem.className = elem.className + ' _has_error'; no_error = false; tooltip = create_tooltip(elem, "We do not accept private email addresses. Please submit your valid business email."); } } } if (no_error && /date_field/.test(elem.className)) { if (!value.match(/^dddd-dd-dd$/)) { elem.className = elem.className + ' _has_error'; no_error = false; tooltip = create_tooltip(elem, "Enter a valid date."); } } tooltip ? resize_tooltip(tooltip) : false; return no_error; }; var needs_validate = function(el) { if(el.getAttribute('required') !== null){ return true } if(el.name === 'email' && el.value !== ""){ return true } if((el.id == 'field[]' || el.id == 'ca[11][v]') && el.className.includes('phone-input-error')){ return true } return false }; var validate_form = function(e) { var err = form_to_submit.querySelector('._form_error'), no_error = true; if (!submitted) { submitted = true; for (var i = 0, len = allInputs.length; i < len; i++) { var input = allInputs[i]; if (needs_validate(input)) { if (input.type == 'tel') { addEvent(input, 'blur', function() { this.value = this.value.trim(); validate_field(this, true); }); } if (input.type == 'text' || input.type == 'number' || input.type == 'time') { addEvent(input, 'blur', function() { this.value = this.value.trim(); validate_field(this, true); }); addEvent(input, 'input', function() { validate_field(this, true); }); } else if (input.type == 'radio' || input.type == 'checkbox') { (function(el) { var radios = form_to_submit.elements[el.name]; for (var i = 0; i < radios.length; i++) { addEvent(radios[i], 'click', function() { validate_field(el, true); }); } })(input); } else if (input.tagName == 'SELECT') { addEvent(input, 'change', function() { validate_field(this, true); }); } else if (input.type == 'textarea'){ addEvent(input, 'input', function() { validate_field(this, true); }); } } } } remove_tooltips(); for (var i = 0, len = allInputs.length; i 31 && (charCode 57) && charCode !== 8) { e.preventDefault(); } }); };

var showPhoneInputError = function(inputId) { var errorMessage = document.getElementById("error-msg-" + inputId); var input = document.getElementById(inputId); errorMessage.classList.add("phone-error"); errorMessage.classList.remove("phone-error-hidden"); input.classList.add("phone-input-error"); };

window['recaptcha_callback'] = function() { // Get all recaptchas in the DOM (there may be more than one form on the page). var recaptchas = document.getElementsByClassName("g-recaptcha"); for (var i in recaptchas) { // Set the recaptcha element ID, so the recaptcha can be applied to each element. var recaptcha_id = "recaptcha_" + i; recaptchas[i].id = recaptcha_id; var el = document.getElementById(recaptcha_id); if (el != null) { var sitekey = el.getAttribute("data-sitekey"); var stoken = el.getAttribute("data-stoken"); grecaptcha.render(recaptcha_id, {"sitekey":sitekey,"stoken":stoken}); } } }; _load_script( "https://www.google.com/recaptcha/api.js?onload=recaptcha_callback&render=explicit" ); var _form_serialize = function(form){if(!form||form.nodeName!=="FORM"){return }var i,j,q=[];for(i=0;i<form.elements.length;i++){if(form.elements[i].name===""){continue}switch(form.elements[i].nodeName){case"INPUT":switch(form.elements[i].type){case"tel":q.push(form.elements[i].name+"="+encodeURIComponent(form.elements[i].previousSibling.querySelector('div.iti__selected-dial-code').innerText)+encodeURIComponent(" ")+encodeURIComponent(form.elements[i].value));break;case"text":case"number":case"date":case"time":case"hidden":case"password":case"button":case"reset":case"submit":q.push(form.elements[i].name+"="+encodeURIComponent(form.elements[i].value));break;case"checkbox":case"radio":if(form.elements[i].checked){q.push(form.elements[i].name+"="+encodeURIComponent(form.elements[i].value))}break;case"file":break}break;case"TEXTAREA":q.push(form.elements[i].name+"="+encodeURIComponent(form.elements[i].value));break;case"SELECT":switch(form.elements[i].type){case"select-one":q.push(form.elements[i].name+"="+encodeURIComponent(form.elements[i].value));break;case"select-multiple":for(j=0;j { if (key !== 'hideButton') { formData.append(key, value); } //formData.append(key, value); }); let request = { headers: { "Accept": "application/json" }, body: formData, method: "POST" };

let pageUrlParams = new URLSearchParams(window.location.search); if (pageUrlParams.has('t')) { request.headers.Authorization = 'Bearer ' + pageUrlParams.get('t'); } const response = await fetch('https://datalumen.activehosted.com/proc.php?jsonp=true', request); return response.json(); } if (formSupportsPost) { submitForm().then((data) => { eval(data.js); }); } else { _load_script('https://datalumen.activehosted.com/proc.php?' + serialized + '&jsonp=true', null, true); } } return false; }; addEvent(form_to_submit, 'submit', form_submit); })();

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